Find the gaps competitors are winning

Somewhere in your prompt set, a competitor is eating your share of voice. Find out exactly where, and what's feeding them.

The prompt

Find our most important competitor gaps over the latest 30 days. Show the prompt, competing brand, metric difference, trend, and associated cited sources for each priority.

  • Claude
  • ChatGPT
  • Cursor
  • n8n
  • Lovable

Works with any MCP client

What you get

  • The prompts where a competitor clearly leads, ranked by importance

  • The size of each gap and whether it's growing

  • The cited sources associated with each competitor win

  • Trend context so you chase moving gaps, not stale ones

  • A prioritized hit list for content and outreach

Why this works

The workflow identifies relevant competitors from your project data first, then compares matching prompts with identical filters, so gaps are real and not artifacts of mismatched date ranges. Sources are labeled as evidence, not asserted as causes. It's the analysis a careful analyst would run, encoded server-side.